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arabert_baseline_mechanics_task1_fold1

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5507
  • Qwk: 0.4324
  • Mse: 0.5505

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 2e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Qwk Mse
No log 0.3333 2 4.9042 0.0 4.9234
No log 0.6667 4 2.0020 -0.0299 2.0282
No log 1.0 6 1.2914 0.0769 1.3136
No log 1.3333 8 1.0020 0.0500 1.0184
No log 1.6667 10 0.7738 0.125 0.7839
No log 2.0 12 0.8249 0.2105 0.8327
No log 2.3333 14 1.0118 0.0851 1.0228
No log 2.6667 16 0.7586 0.1905 0.7651
No log 3.0 18 0.4977 0.375 0.5025
No log 3.3333 20 0.5065 0.3429 0.5107
No log 3.6667 22 0.5186 0.4118 0.5205
No log 4.0 24 0.7202 0.2564 0.7199
No log 4.3333 26 0.6120 0.3889 0.6080
No log 4.6667 28 0.5684 0.3784 0.5637
No log 5.0 30 0.5531 0.3889 0.5482
No log 5.3333 32 0.6399 0.3784 0.6320
No log 5.6667 34 0.8218 0.2632 0.8129
No log 6.0 36 0.8057 0.2632 0.7976
No log 6.3333 38 0.6262 0.3784 0.6183
No log 6.6667 40 0.6028 0.3889 0.5950
No log 7.0 42 0.6011 0.3889 0.5943
No log 7.3333 44 0.6488 0.3158 0.6438
No log 7.6667 46 0.5939 0.3158 0.5907
No log 8.0 48 0.5456 0.4324 0.5440
No log 8.3333 50 0.5191 0.4324 0.5183
No log 8.6667 52 0.4890 0.4324 0.4889
No log 9.0 54 0.4994 0.4324 0.4996
No log 9.3333 56 0.5265 0.4324 0.5267
No log 9.6667 58 0.5469 0.4324 0.5468
No log 10.0 60 0.5507 0.4324 0.5505

Framework versions

  • Transformers 4.44.0
  • Pytorch 2.4.0
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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